{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import absolute_import\n",
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "import collections\n",
    "import math\n",
    "import os\n",
    "import random\n",
    "from tempfile import gettempdir\n",
    "import zipfile\n",
    "\n",
    "import numpy as np\n",
    "from six.moves import urllib\n",
    "from six.moves import xrange   \n",
    "import tensorflow as tf\n",
    "\n",
    "from matplotlib import rcParams                  \n",
    "from matplotlib.font_manager import FontProperties\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# matplotlib输出中文的时候会出现乱码，对matplotlib进行设置，使之可以输出中文\n",
    "myfont =  FontProperties(fname='wqy-microhei.ttc',size=20)\n",
    "rcParams['axes.unicode_minus']=False                             # 解决负号‘-‘显示为方块的问题\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data size 1903073\n"
     ]
    }
   ],
   "source": [
    "# 读取文件，将文件中的句子转成词汇列表\n",
    "\n",
    "filename = './QuanSongCi.txt'                      # 文件名\n",
    "def read_data(filename):\n",
    "    with open(filename, encoding=\"utf-8\") as f:\n",
    "        data = f.read()\n",
    "        data = list(data)\n",
    "    return data\n",
    "\n",
    "vocabulary = read_data(filename)\n",
    "print('Data size', len(vocabulary))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "原文：潘阆酒泉子（十之一）长忆钱塘，不是人寰是天上。万家掩映翠微间。处处水潺潺。异花四季当窗放。出入分明在屏障。\n",
    "\n",
    "read_data(filename)之后的vocabulary：          \n",
    "['潘', '阆', '\\n', '\\n', '酒', '泉', '子', '（', '十', '之', '一', '）', '\\n', '\\n', '长', '忆', '钱', '塘', '，', '不', '是', '人', '寰', '是', '天', '上', '。', '万', '家', '掩', '映', '翠', '微', '间', '。', '处', '处', '水', '潺', '潺', '。', '\\n', '\\n', '异', '花', '四', '季', '当', '窗', '放', '。', '出', '入', '分', '明', '在', '屏', '障', '。', '别', '来', '隋', '柳', '几', '经', '秋', '。', '何', '日', '得', '重', '游', '。', '\\n', '\\n', '酒', '泉', '子', '（', '十', '之', '二', '）', '\\n',"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成字典dictionary和reversed_dictionary\n",
    "# data: 转换后的编码；count：每个词汇的频数统计；dictionary：词汇表；reversed_dictionary：词汇表的反转形式\n",
    "\n",
    "vocabulary_size = 5000\n",
    "words = vocabulary\n",
    "n_words = vocabulary_size - 1\n",
    "\n",
    "# count：每个词汇的频数统计，也就是词汇出现的次数（频数）\n",
    "count = [['UNK', -1]]                       # 创建列表count,第一个元素是['UNK', -1],之后根据单词频数高低添加(extend)到count\n",
    "count.extend(collections.Counter(words).most_common(n_words - 1))  # 使用collections.Counter统计词汇列表中词汇的频数\n",
    "                                                                   # most_common方法取频数最高的5000个词汇 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "print(count)    \n",
    "count：每个词汇的频数统计，也就是词汇出现的次数（频数）    \n",
    "[['UNK', -1], ('。', 149620), ('\\n', 117070), ('，', 108451), ('、', 19612), ('人', 13607), ('花', 12809), ('风', 12568), ('一', 11301), ('（', 10967), ('）', 10967), ('春', 10956), ('不', 10186), ('天', 8049), ('月', 8029), ('无', 7873), ('云', 7539), ('山', 7342), ('来', 7210), ('有', 6514), ('香', 6346), ('时', 6338), ('江', 6296), ('年', 6243), ('水', 6161), "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dictionary：词汇表，词汇及对应的词汇频数的排名数\n",
    "\n",
    "dictionary = dict()                                     # 创建一个字典，将高频单词放入dictionary中， 并按词汇频数排名\n",
    "for word, _ in count:                                  # word是对应的词汇，_是词汇的频数\n",
    "    dictionary[word] = len(dictionary)                 # word是对应的词汇，值(value)是词汇频数的排名   \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "print(dictionary)     \n",
    "dictionary：词汇表，词汇及对应的词汇频数的排名数     \n",
    "{'UNK': 0, '。': 1, '\\n': 2, '，': 3, '、': 4, '人': 5, '花': 6, '风': 7, '一': 8, '（': 9, '）': 10, '春': 11, '不': 12, '天': 13, '月': 14, '无': 15, '云': 16, '山': 17, '来': 18, '有': 19, '香': 20, '时': 21, '江': 22, '年': 23, '水': 24, '日': 25, '玉': 26, '清': 27, '如': 28, '是': 29, '何': 30, '红': 31, '归': 32, '处': 33, '相': 34, '上': 35, '中': 36, '雨': 37, '去': 38, '生': 39, '酒': 40, '长': 41, '金': 42, '谁': 43, '秋':"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get(word,0)的用法\n",
    "\n",
    "for word in words[:20]:\n",
    "    index = dictionary.get(word,0)\n",
    "    # print([word,index])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "['潘', 1503] \n",
    "['阆', 1828] \n",
    "['\\n', 2] \n",
    "['\\n', 2] \n",
    "['酒', 40]\n",
    "['泉', 613]\n",
    "['子', 47]\n",
    "['（', 9]\n",
    "['十', 111]\n",
    "['之', 117]\n",
    "['一', 8]\n",
    "['）', 10]\n",
    "['\\n', 2]\n",
    "['\\n', 2]\n",
    "['长', 41]\n",
    "['忆', 310]\n",
    "['钱', 981]\n",
    "['塘', 657]\n",
    "['，', 3]\n",
    "['不', 12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data：文本中出现的词汇，按照原文本出现的顺序，词汇频数的排名\n",
    "\n",
    "data = list()\n",
    "unk_count = 0\n",
    "for word in words:                      # 遍历文本中的词汇列表（原文本：words = vocabulary，word就是每个词汇）\n",
    "    index = dictionary.get(word, 0)     # 如果word是dictionary的key，获取对应的value值赋值给index，如果没有value就对index赋值为0\n",
    "                                        # 因为len(dictionary)=4999，不是原文中所有的word都会在dictionary中，没有的话就得赋值为0\n",
    "    if index == 0:   \n",
    "        unk_count += 1\n",
    "    data.append(index)      # 把word频数的排名放入到列表data中，data中的数字就是按照原文本中出现的词汇顺序，词汇频数的排名\n",
    "\n",
    "count[0][1] = unk_count     # 第一个[UNK']的值(value)赋值为index==0的总数值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "print(data)      \n",
    "data：文本中出现的词汇，按照原文本出现的顺序，词汇频数的排名      \n",
    "[1503, 1828, 2, 2, 40, 613, 47, 9, 111, 117, 8, 10, 2, 2, 41, 310, 981, 657, 3, 12, 29, 5, 1635, 29, 13, 35, 1, 102, 110, 672, 505, 105, 286, 116, 1, 33, 33, 24, 2266, 2266, 1, 2, 2, 1117, 6, 326, 1545, 184, 185, 479, 1, 332, 205,\n",
    "\n",
    "print(count)      \n",
    "count：每个词汇的频数统计，也就是词汇出现的次数（频数）      \n",
    "[['UNK', 1198], ('。', 149620), ('\\n', 117070), ('，', 108451), ('、', 19612), ('人', 13607), ('花', 12809), ('风', 12568), ('一', 11301), ('（', 10967), ('）', 10967), ('春', 10956), ('不', 10186), ('天', 8049), ('月', 8029), ('无', 7873), ('云', 7539), ('山', 7342), ('来', 7210), ('有', 6514), ('香', 6346), ('时', 6338), ('江', 6296), ('年', 6243), ('水', 6161),"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# reversed_dictionary：词汇表的反转形式，词汇频数的排名数和对应的词汇 \n",
    "\n",
    "reversed_dictionary = dict(zip(dictionary.values(), dictionary.keys()))  # 将key和value互换生成新的reversed_dictionary\n",
    "\n",
    "# data: 转换后的编码；count：每个词汇的频数统计；dictionary：词汇表；reversed_dictionary：词汇表的反转形式"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "print(reversed_dictionary)    \n",
    "{0: 'UNK', 1: '。', 2: '\\n', 3: '，', 4: '、', 5: '人', 6: '花', 7: '风', 8: '一', 9: '（', 10: '）', 11: '春', 12: '不', 13: '天', 14: '月', 15: '无', 16: '云', 17: '山', 18: '来', 19: '有', 20: '香', 21: '时', 22: '江', 23: '年', 24: '水', 25: '日',"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成Word2Vec的训练样本\n",
    "# 生成训练用的batch数据,batch_size是batch的大小,num_skips：对每个单词生成多少个样本\n",
    "# skip_window是单词最远可以联系的距离，设为1代表只能跟紧邻的两个单词生成样本\n",
    "\n",
    "batch_size=128 #8\n",
    "num_skips=2; skip_window=1\n",
    "data_index = 0\n",
    "\n",
    "global data_index                    # 会反复调用generate_batch，所以要确保data_index可以在函数generate_batch中被修改\n",
    "assert batch_size % num_skips == 0   # num_skips：对每个单词生成多少个样本，batch_size必须是它的整数倍\n",
    "assert num_skips <= 2 * skip_window  # num_skips不能大于skip_window值的两倍，确保每个batch包含了一个词汇对应的所有样本\n",
    " \n",
    "batch = np.ndarray(shape=(batch_size), dtype=np.int32)     # 用np.ndarray将batch和labels初始化为数组\n",
    "labels = np.ndarray(shape=(batch_size, 1), dtype=np.int32) # (1,8)的数组，数组里面的值是什么？ \n",
    "\n",
    "span = 2 * skip_window + 1                      # span是对某个单词创建相关样本时会使用到的单词数量，包括目标单词本身和前后单词\n",
    "buffer = collections.deque(maxlen=span)         # 创建一个最大容量为span的deque,即双向队列,buffer = deque([], maxlen=3)\n",
    " \n",
    "if data_index + span > len(data):                  # data_index + span = 3; len(data) = 1903073\n",
    "    data_index = 0  \n",
    "buffer.extend(data[data_index : data_index+span])  # 从序号data_index开始，把span个单词顺序读入buffer作为初始值\n",
    "                                                   # data[0:3] = [1503,1828,2](data的前面3个数字)\n",
    "                                                   # buffer = deque([1503, 1828, 2], maxlen=3)\n",
    "                                                   # 在对deque添加变量时，只会保留最后插入的span个变量\n",
    "data_index += span                                 \n",
    "\n",
    "for i in range(batch_size // num_skips):         #  第一层循环，8//2=4，每次循环对一个目标单词生成样本\n",
    "                                                  #  //表示整数除法,batch_size // num_skips表示循环次数   \n",
    "    context_words = [w for w in range(span) if w != skip_window]    # span = 3,skip_window=1\n",
    "    #  context_words = [0,2]  \n",
    "    \n",
    "    words_to_use = random.sample(context_words,num_skips)           # num_skips=2\n",
    "    # words_to_use = [2,0] 或 [0,2]\n",
    "    \n",
    "    for j,context_word in enumerate(words_to_use):              # 第二层循环，每次循环对一个语境单词生成样本\n",
    "        #  第一次：j= 0,context_word= 2\n",
    "        # 第二次：j= 1,context_word= 0\n",
    "        \n",
    "        batch[i * num_skips + j] = buffer[skip_window]\n",
    "        labels[i * num_skips + j,0] = buffer[context_word] \n",
    "    \n",
    "    if data_index == len(data):\n",
    "        buffer.extend(data[0:span]) \n",
    "        data_index = span \n",
    "    else:\n",
    "        buffer.append(data[data_index])\n",
    "        data_index += 1\n",
    "\n",
    "data_index = (data_index + len(data) - span) % len(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当batch_size = 8:    \n",
    "batch =\n",
    "[      1828 1072693248          0 1072693248          0 1072693248\n",
    "          0          0]   \n",
    "labels =   \n",
    "[[      1503]   \n",
    " [         0]    \n",
    " [1599436526]    \n",
    " [1645630477]    \n",
    " [1745310583]   \n",
    " [1825934317]   \n",
    " [1801670157]   \n",
    " [ 805468270]]    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1828 阆 ---> 2 \n",
      "\n",
      "1828 阆 ---> 1503 潘\n",
      "2 \n",
      " ---> 2 \n",
      "\n",
      "2 \n",
      " ---> 1828 阆\n",
      "2 \n",
      " ---> 2 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in range(5):\n",
    "    print(batch[i], reversed_dictionary[batch[i]],'--->', labels[i, 0], reversed_dictionary[labels[i, 0]])   \n",
    "\n",
    "# 1828是目标单词“阆”的编号，这个单词对应的语境单词是“潘”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 训练模型\n",
    "batch_size = 128      # 128作为词向量的维度\n",
    "embedding_size = 128  # Dimension of the embedding vector，将词汇转为稠密向量的维度\n",
    "skip_window = 1       # 词最远可以联系的距离，设为1代表只能跟紧邻的两个单词生成样本\n",
    "num_skips = 2         # How many times to reuse an input to generate a label，对每个单词生成多少个样本\n",
    "num_sampled = 64      # Number of negative examples to sample，训练时用来做负样本的噪声单词的数量\n",
    "\n",
    "valid_size = 16     # Random set of words to evaluate similarity on，用来抽取的验证词汇数\n",
    "valid_window = 100  # Only pick dev samples in the head of the distribution，验证词汇只从频数最高的100个词汇中抽取\n",
    "valid_examples = np.random.choice(valid_window, valid_size, replace=False) # 验证数据，随机抽取一些频数最高的词汇\n",
    "                                                                 # 看向量空间上跟它们最近的单词是否相关性比较高\n",
    "                                                                 # np.random.choice函数随机抽取\n",
    "# valid_examples = [95 70  0 54 47 78 77 68 71 23 99 94 22 41 87 67]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-11-b99530ac165c>:25: calling reduce_sum (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "keep_dims is deprecated, use keepdims instead\n"
     ]
    }
   ],
   "source": [
    "graph = tf.Graph()                               # 创建graph\n",
    "with graph.as_default():                        # 设置为默认的graph\n",
    "    train_inputs = tf.placeholder(tf.int32, shape=[batch_size])\n",
    "    train_labels = tf.placeholder(tf.int32, shape=[batch_size, 1])\n",
    "    valid_dataset = tf.constant(valid_examples, dtype=tf.int32) # 将前面随机产生的valid_examples转为TensorFlow中的constant\n",
    "\n",
    "    with tf.device('/cpu:0'):                                  # 限定所有计算在CPU上执行，因为有些操作在GPU上可能还没有实现\n",
    "        embeddings = tf.Variable(tf.random_uniform([vocabulary_size, embedding_size], -1.0, 1.0))\n",
    "                                # tf.random_uniform()随机生成所有单词的词向量embeddings,词汇表大小为5000，向量维度为128，(5000,128)\n",
    "        embed = tf.nn.embedding_lookup(embeddings, train_inputs)   # tf.nn.embedding_lookup查找输入train_inputs对应的向量embed\n",
    "\n",
    "        nce_weights = tf.Variable(tf.truncated_normal([vocabulary_size, embedding_size],\n",
    "                            stddev=1.0 / math.sqrt(embedding_size)))  # tf.truncated_normal初始化NCE loss中的权重参数nce_weigths\n",
    "        nce_biases = tf.Variable(tf.zeros([vocabulary_size]))         # 初始化为0\n",
    "\n",
    "    loss = tf.reduce_mean(tf.nn.nce_loss(weights=nce_weights,\n",
    "                                         biases=nce_biases,\n",
    "                                         labels=train_labels,\n",
    "                                         inputs=embed,\n",
    "                                         num_sampled=num_sampled,\n",
    "                                         num_classes=vocabulary_size))\n",
    "\n",
    "    optimizer = tf.train.GradientDescentOptimizer(1.0).minimize(loss)       # 定义优化器为SGD\n",
    "\n",
    "    norm = tf.sqrt(tf.reduce_sum(tf.square(embeddings), 1, keep_dims=True)) # 计算嵌入向量embeddings的L2范数norm\n",
    "    normalized_embeddings = embeddings / norm            # 再将embeddings除以其L2范数得到标准化后的normalized_embeddings\n",
    "    valid_embeddings = tf.nn.embedding_lookup(normalized_embeddings, valid_dataset)  # 查询验证词汇的嵌入向量\n",
    "    similarity = tf.matmul(valid_embeddings, normalized_embeddings, transpose_b=True)\n",
    "                                                                           # 计算验证词汇的嵌入向量与词汇表中所有词汇的相似性\n",
    "    init = tf.global_variables_initializer()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Initialized\n",
      "Average loss at step  0 :  204.4873504638672\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 郴, 唾, 块, 籋, 堪, 吾, 队, 绽,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 吹, 弇, 巑, 半, 涸, 辛, 临, 勾,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: 衣, 犬, 舡, 飕, 对, 盎, 悦, 仞,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 诬, 燮, 戈, 惘, 歃, 渗, 寺, 盱,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n",
      "Average loss at step  2000 :  14.216988740831614\n",
      "Average loss at step  4000 :  1.0793605592548847\n",
      "Average loss at step  6000 :  1.0237553245425224\n",
      "Average loss at step  8000 :  1.019504894822836\n",
      "Average loss at step  10000 :  1.0145290859341622\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: \n",
      ", 处, 是, 。, 天, 万, 窗, 十,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 屏, 人, 在, 潺, 。, 间, 塘, 几,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: \n",
      ", 障, 经, 出, 翠, 映, 放, 钱,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 。, 花, \n",
      ", 之, 处, 钱, 天, 明,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n",
      "Average loss at step  12000 :  1.0178400633335114\n",
      "Average loss at step  14000 :  1.0069957055449485\n",
      "Average loss at step  16000 :  1.0103937037587165\n",
      "Average loss at step  18000 :  1.005620655298233\n",
      "Average loss at step  20000 :  1.0062841740250588\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 是, 。, 处, \n",
      ", 天, 万, 十, 柳,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 潺, 屏, 在, 。, 人, 几, 当, 塘,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: 障, \n",
      ", 。, 经, 出, 映, 是, 放,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 。, 花, \n",
      ", 之, 处, 钱, 天, 明,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n",
      "Average loss at step  22000 :  1.009106574624777\n",
      "Average loss at step  24000 :  1.0080962544381618\n",
      "Average loss at step  26000 :  1.0094965058863163\n",
      "Average loss at step  28000 :  1.0047067239880563\n",
      "Average loss at step  30000 :  1.0030920007824897\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 是, 处, 万, 天, \n",
      ", 十, 柳, 。,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 潺, 在, 屏, 人, 几, 当, 塘, 间,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: 障, \n",
      ", 经, 是, 。, 出, 之, 明,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 。, 之, 花, \n",
      ", 处, 钱, 经, ，,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n",
      "Average loss at step  32000 :  1.004418206423521\n",
      "Average loss at step  34000 :  1.0037970747053624\n",
      "Average loss at step  36000 :  1.0007782083451748\n",
      "Average loss at step  38000 :  1.003164767831564\n",
      "Average loss at step  40000 :  0.9980475834310055\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 是, 处, 万, \n",
      ", 天, 十, 。, 柳,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 潺, 在, 屏, 人, 几, 。, 当, 塘,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: \n",
      ", 障, 。, 是, 经, 出, 放, 明,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 。, 之, \n",
      ", 花, 处, 经, 钱, ，,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n",
      "Average loss at step  42000 :  0.9988518626987934\n",
      "Average loss at step  44000 :  1.0062158668339252\n",
      "Average loss at step  46000 :  1.0019005478918552\n",
      "Average loss at step  48000 :  1.0036469675898552\n",
      "Average loss at step  50000 :  1.0043803859055043\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 是, 处, 万, \n",
      ", 十, 柳, 天, 一,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 潺, 在, 屏, 。, 几, 人, 当, 别,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: \n",
      ", 障, 。, 经, 是, 出, 明, 放,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 之, 。, \n",
      ", 花, 经, 处, 钱, ，,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n",
      "Average loss at step  52000 :  0.9974369441866875\n",
      "Average loss at step  54000 :  1.0020263541042804\n",
      "Average loss at step  56000 :  1.0030495263040067\n",
      "Average loss at step  58000 :  0.9978851342797279\n",
      "Average loss at step  60000 :  1.0039633886218071\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 是, 处, \n",
      ", 万, 十, 柳, 一, 天,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 潺, 在, 屏, 几, 人, 当, 。, 一,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: \n",
      ", 障, 经, 。, 是, 明, 出, 放,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 之, \n",
      ", 。, 花, 经, 处, 钱, ，,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n",
      "Average loss at step  62000 :  0.9962332155704499\n",
      "Average loss at step  64000 :  0.9969006974995136\n",
      "Average loss at step  66000 :  1.0004941262900828\n",
      "Average loss at step  68000 :  0.9949920532107354\n",
      "Average loss at step  70000 :  1.000208692342043\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 是, 万, \n",
      ", 处, 十, 柳, 一, 几,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 潺, 在, 屏, 几, 人, 当, 。, 一,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: \n",
      ", 障, 经, 。, 是, 出, 明, 分,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 之, \n",
      ", 。, 经, 花, 钱, 处, ，,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n",
      "Average loss at step  72000 :  0.9990522646307946\n",
      "Average loss at step  74000 :  0.9921018211841584\n",
      "Average loss at step  76000 :  0.9992090168893337\n",
      "Average loss at step  78000 :  1.003761819154024\n",
      "Average loss at step  80000 :  0.9957433300614357\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 是, 处, 万, 柳, 十, \n",
      ", 一, 天,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 潺, 在, 几, 屏, 人, 当, 一, 柳,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: \n",
      ", 障, 经, 是, 明, 隋, 出, 放,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 之, \n",
      ", 经, 花, 。, 钱, 处, ，,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n",
      "Average loss at step  82000 :  0.9987885780632496\n",
      "Average loss at step  84000 :  0.9956051267981529\n",
      "Average loss at step  86000 :  1.0015164352059365\n",
      "Average loss at step  88000 :  0.9937100597918034\n",
      "Average loss at step  90000 :  0.9961986360549927\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 是, 处, 柳, 万, 十, 放, 一, 天,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 潺, 在, 几, 屏, 当, 人, 。, 一,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: 障, \n",
      ", 经, 是, 。, 出, 明, 分,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 之, 经, 。, \n",
      ", 花, 钱, ，, 处,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average loss at step  92000 :  0.9934135321080685\n",
      "Average loss at step  94000 :  0.993705523699522\n",
      "Average loss at step  96000 :  0.9930188788771629\n",
      "Average loss at step  98000 :  0.9942450412511825\n",
      "Average loss at step  100000 :  0.9967902089655399\n",
      "Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂,\n",
      "Nearest to 明: 柳, 是, 万, 处, 十, 放, 一, 几,\n",
      "Nearest to 空: 品, 鹿, 东, 袜, 像, 谭, 姝, 碑,\n",
      "Nearest to 今: 逢, 亏, 雾, 并, 飙, 蜕, 蔽, 笳,\n",
      "Nearest to 水: 潺, 在, 几, 屏, 当, 一, 。, 人,\n",
      "Nearest to 流: 桠, 匝, 蓑, 鬅, 蕉, 切, 乡, 制,\n",
      "Nearest to 红: 爆, 蓝, 揩, 亻, /, 血, 瑟, 窨,\n",
      "Nearest to 笑: 力, 豺, 陌, 巧, 痴, 瘴, 屿, 惬,\n",
      "Nearest to 处: 障, \n",
      ", 经, 。, 是, 出, 分, 放,\n",
      "Nearest to 云: 唳, 的, 八, 铜, 忿, 涡, 颢, 蠡,\n",
      "Nearest to 、: 贼, 先, 压, 忔, 悴, 濆, 灿, 袒,\n",
      "Nearest to 见: 莎, 躔, 垫, 徊, 诡, 镜, 智, 猴,\n",
      "Nearest to 酒: 之, 经, 。, \n",
      ", 花, 钱, 在, ，,\n",
      "Nearest to 君: 杠, 聆, 紞, 仕, 镛, 跳, 史, 弧,\n",
      "Nearest to 夜: 锺, 铩, 诧, 阄, 少, 蝼, 缴, 笄,\n",
      "Nearest to 山: 儋, 觅, 怎, 脑, 枝, 枋, 奇, 惹,\n"
     ]
    }
   ],
   "source": [
    "# 开始训练\n",
    "num_steps = 100001\n",
    "\n",
    "with tf.Session(graph=graph) as session:\n",
    "    init.run()\n",
    "    print('Initialized')\n",
    "\n",
    "    average_loss = 0\n",
    "    for step in range(num_steps):                       # 在每步训练迭代中，先使用generate_batch生成一个batch的inputs和labels数据\n",
    "        batch_inputs, batch_labels = batch,labels       # generate_batch(batch_size, num_skips, skip_window)\n",
    "        feed_dict = {train_inputs: batch_inputs, train_labels: batch_labels}\n",
    "\n",
    "        _, loss_val = session.run([optimizer, loss], feed_dict=feed_dict)   # 执行一次优化器运算（即一次参数更新）\n",
    "        average_loss += loss_val                                            # 这一步训练的loss累积到average_loss\n",
    "\n",
    "        if step % 2000 == 0:                                                # 每2000次循环，计算一下平均loss并显示出来\n",
    "            if step > 0:\n",
    "                average_loss /= 2000\n",
    "            print('Average loss at step ', step, ': ', average_loss)\n",
    "            average_loss = 0\n",
    "\n",
    "        if step % 10000 == 0:            # 每100000次循环，计算一次验证单词与全部单词的相似度\n",
    "            sim = similarity.eval()\n",
    "            for i in range(valid_size):                             # valid_size=16，选择了16个词汇作为验证词汇\n",
    "                valid_word = reversed_dictionary[valid_examples[i]] # 验证词汇，valid_examples是随机抽取的一些频数最高的词汇的数字\n",
    "                top_k = 8                                           # number of nearest neighbors\n",
    "                nearest = (-sim[i, :]).argsort()[1:top_k + 1]\n",
    "                log_str = 'Nearest to %s:' % valid_word             \n",
    "                 \n",
    "                for k in range(top_k):\n",
    "                    close_word = reversed_dictionary[nearest[k]]   # 与每个验证单词最相似的8个单词\n",
    "                    log_str = '%s %s,' % (log_str, close_word)\n",
    "                print(log_str)\n",
    "                \n",
    "    final_embeddings = normalized_embeddings.eval()\n",
    "\n",
    "# 以下显示结果：平均损失，与验证单词相似度最高的单词\n",
    "# Nearest to 前: 刹, 乡, 峨, 论, 聪, 逊, 棼, 辂，表示与前相似度最高的8个单词是：刹, 乡, 峨, 论, 聪, 逊, 棼, 辂"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化Word2Vec效果\n",
    "\n",
    "def plot_with_labels(low_dim_embs, labels, filename):             # low_dim_embs是降维到2维的词汇的空间向量\n",
    "    assert low_dim_embs.shape[0] >= len(labels),  'More labels than embeddings'\n",
    "    plt.figure(figsize=(18, 18))   \n",
    "    for i, label in enumerate(labels):\n",
    "        x, y = low_dim_embs[i, :]\n",
    "        plt.scatter(x, y)                           # plt.scatter：显示词汇的位置\n",
    "        plt.annotate(label,\n",
    "                 xy=(x, y),\n",
    "                 xytext=(5, 2),\n",
    "                 textcoords='offset points',\n",
    "                 ha='right',\n",
    "                 va='bottom',\n",
    "                 fontproperties=myfont)           # plt.annotate：展示词汇本身\n",
    "\n",
    "    plt.savefig(filename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1296 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "try: \n",
    "    from sklearn.manifold import TSNE             # 实现降维，将原始的128维嵌入向量降到2维\n",
    "    import matplotlib.pyplot as plt\n",
    "\n",
    "    tsne = TSNE(perplexity=30, n_components=2, init='pca', n_iter=5000, method='exact')\n",
    "    plot_only = 500                                                    # 展示词频最高的500个单词的可视化结果\n",
    "    low_dim_embs = tsne.fit_transform(final_embeddings[:plot_only, :])\n",
    "    labels = [reversed_dictionary[i] for i in range(plot_only)]\n",
    "    plot_with_labels(low_dim_embs, labels,  'tsne.png')\n",
    "\n",
    "except ImportError as ex:\n",
    "    print('Please install sklearn, matplotlib, and scipy to show embeddings.')\n",
    "    print(ex)"
   ]
  },
  {
   "cell_type": "code",
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